--- title: "academic-research-skills vs ploomber" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/imbad0202-academic-research-skills-vs-ploomber-ploomber" tools: ["imbad0202-academic-research-skills", "ploomber-ploomber"] --- # academic-research-skills vs ploomber *GraphCanon updated Jul 11, 2026* ## Verdict Pick academic-research-skills when license: academic-research-skills is Other, ploomber is Apache-2.0; pick ploomber when license: ploomber is Apache-2.0, academic-research-skills is Other. [academic-research-skills](https://buymeacoffee.com/crucify020v) reports 37k GitHub stars, 3.0k forks, and 9 open issues, last pushed Jul 11, 2026. [ploomber](https://docs.ploomber.io) has 3.6k stars, 242 forks, and 110 open issues, last pushed May 29, 2025. Figures are from public GitHub metadata via [academic-research-skills's repository](https://github.com/Imbad0202/academic-research-skills) and [ploomber's repository](https://github.com/ploomber/ploomber). | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [ploomber](/tools/ploomber-ploomber.md) | | --- | --- | --- | | Tagline | Academic Research Skills for Claude Code: research → write → review → revise → finalize | The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️ | | Stars | 37,300 | 3,622 | | Forks | 3,043 | 242 | | Open issues | 9 | 110 | | Language | Python | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Other | Apache-2.0 | | Categories | Data & Retrieval, LLM Frameworks | Data & Retrieval, Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [academic-research-skills](/tools/imbad0202-academic-research-skills.md) | [ploomber](/tools/ploomber-ploomber.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Archived (8%) | | Days since push | 0d | 408d | | Archived on GitHub | No | Yes | | Open issues (now) | 9 | 110 | | Owner type | User | Organization | | Full report | [trust report](/tools/imbad0202-academic-research-skills/trust.md) | [trust report](/tools/ploomber-ploomber/trust.md) | ## Choose when ### Choose academic-research-skills if… - License: academic-research-skills is Other, ploomber is Apache-2.0. - Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude. - Also covers LLM Frameworks. ### Choose ploomber if… - License: ploomber is Apache-2.0, academic-research-skills is Other. - Tags unique to ploomber: data-engineering, data-science, jupyter, jupyter-notebooks. - Also covers Inference & Serving. ## When NOT to use academic-research-skills - Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## When NOT to use ploomber - ploomber is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. - Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ## Common questions ### What is the difference between academic-research-skills and ploomber? academic-research-skills: Academic Research Skills for Claude Code: research → write → review → revise → finalize. ploomber: The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️. See the comparison table for live GitHub stats and shared categories. ### When should I choose academic-research-skills over ploomber? Choose academic-research-skills over ploomber when License: academic-research-skills is Other, ploomber is Apache-2.0; Tags unique to academic-research-skills: academic-pipeline, academic-writing, ai-research, claude; Also covers LLM Frameworks. ### When should I choose ploomber over academic-research-skills? Choose ploomber over academic-research-skills when License: ploomber is Apache-2.0, academic-research-skills is Other; Tags unique to ploomber: data-engineering, data-science, jupyter, jupyter-notebooks; Also covers Inference & Serving. ### When should I avoid academic-research-skills? Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### When should I avoid ploomber? ploomber is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ### Is academic-research-skills or ploomber more popular on GitHub? academic-research-skills has more GitHub stars (37,300 vs 3,622). Stars measure visibility, not whether either tool fits your constraints. ### Are academic-research-skills and ploomber open source? Yes - both are open-source projects on GitHub (academic-research-skills: Other, ploomber: Apache-2.0). ### Where can I find alternatives to academic-research-skills or ploomber? GraphCanon lists graph-backed alternatives at [academic-research-skills alternatives](/tools/imbad0202-academic-research-skills/alternatives) and [ploomber alternatives](/tools/ploomber-ploomber/alternatives) ([academic-research-skills markdown twin](/tools/imbad0202-academic-research-skills/alternatives.md), [ploomber markdown twin](/tools/ploomber-ploomber/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/imbad0202-academic-research-skills-vs-ploomber-ploomber.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, academic-research-skills or ploomber? academic-research-skills: Very active. ploomber: Archived. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for academic-research-skills and ploomber? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [academic-research-skills trust report](/tools/imbad0202-academic-research-skills/trust); [ploomber trust report](/tools/ploomber-ploomber/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=imbad0202-academic-research-skills`](/api/graphcanon/graph?tool=imbad0202-academic-research-skills) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_